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<div class="title">aialgo_sequential_inference.h</div>  </div>
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<a href="aialgo__sequential__inference_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160; </div>
<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#ifndef AIALGO_SEQUENTIAL_INFERENCE</span></div>
<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#define AIALGO_SEQUENTIAL_INFERENCE</span></div>
<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160; </div>
<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="aifes__core_8h.html">core/aifes_core.h</a>&quot;</span></div>
<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="aifes__math_8h.html">core/aifes_math.h</a>&quot;</span></div>
<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="aimath__basic_8h.html">basic/base/aimath/aimath_basic.h</a>&quot;</span></div>
<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="ailayer__dense__default_8h.html">basic/default/ailayer/ailayer_dense_default.h</a>&quot;</span></div>
<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160; </div>
<div class="line"><a name="l00041"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a877ce6eee19a9f9bcbdb115d83537e68">   41</a></span>&#160;uint32_t <a class="code" href="aialgo__sequential__inference_8h.html#a877ce6eee19a9f9bcbdb115d83537e68">aialgo_sizeof_inference_memory</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model);</div>
<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160; </div>
<div class="line"><a name="l00050"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#acdf3763b8fe9047446ddbcfdbdae5570">   50</a></span>&#160;uint32_t <a class="code" href="aialgo__sequential__inference_8h.html#acdf3763b8fe9047446ddbcfdbdae5570">aialgo_sizeof_parameter_memory</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model);</div>
<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160; </div>
<div class="line"><a name="l00061"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a7cbfac6a46c02107d19af7c8f6e5469a">   61</a></span>&#160;uint8_t <a class="code" href="aialgo__sequential__inference_8h.html#a7cbfac6a46c02107d19af7c8f6e5469a">aialgo_schedule_inference_memory</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, <span class="keywordtype">void</span> *memory_ptr, uint32_t memory_size);</div>
<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160; </div>
<div class="line"><a name="l00075"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a26db68cb4231b534b03c649d6eeab3f8">   75</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a26db68cb4231b534b03c649d6eeab3f8">aialgo_distribute_parameter_memory</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, <span class="keywordtype">void</span> *memory_ptr, uint32_t memory_size);</div>
<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160; </div>
<div class="line"><a name="l00087"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a4655caab3051cc837312c286fbe4789a">   87</a></span>&#160;<a class="code" href="structaitensor.html">aitensor_t</a> *<a class="code" href="aialgo__sequential__inference_8h.html#a4655caab3051cc837312c286fbe4789a">aialgo_forward_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, <a class="code" href="structaitensor.html">aitensor_t</a> *input_data);</div>
<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160; </div>
<div class="line"><a name="l00115"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a295cb2bb6c3fefc478042f66e067e090">  115</a></span>&#160;uint8_t <a class="code" href="aialgo__sequential__inference_8h.html#a295cb2bb6c3fefc478042f66e067e090">aialgo_inference_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, <a class="code" href="structaitensor.html">aitensor_t</a> *input_data, <a class="code" href="structaitensor.html">aitensor_t</a> *output_data);</div>
<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160; </div>
<div class="line"><a name="l00124"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a3fb665166082f1e7a89e23218a105ce8">  124</a></span>&#160;uint8_t <a class="code" href="aialgo__sequential__inference_8h.html#a3fb665166082f1e7a89e23218a105ce8">aialgo_compile_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model);</div>
<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160; </div>
<div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a07f280b3565ec1b02f00d907a2834940">  132</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a07f280b3565ec1b02f00d907a2834940">aialgo_quantize_model_f32_to_q7</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model_f32, <a class="code" href="structaimodel.html">aimodel_t</a> *model_q7, <a class="code" href="structaitensor.html">aitensor_t</a> *representative_dataset);</div>
<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160; </div>
<div class="line"><a name="l00143"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a0b1aae54861650b0d6e80fc638a0b0ea">  143</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a0b1aae54861650b0d6e80fc638a0b0ea">aialgo_set_model_result_precision_q31</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint16_t shift);</div>
<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160; </div>
<div class="line"><a name="l00154"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a4d70260b376741a0cef4c42d41e705f8">  154</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a4d70260b376741a0cef4c42d41e705f8">aialgo_set_model_delta_precision_q31</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint16_t shift);</div>
<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160; </div>
<div class="line"><a name="l00164"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a436e4f31e3a5498d033917db8277ff55">  164</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a436e4f31e3a5498d033917db8277ff55">aialgo_set_model_gradient_precision_q31</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint16_t shift);</div>
<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160; </div>
<div class="line"><a name="l00170"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a3bb5fdb556c51ad8b3043d220f0a1276">  170</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a3bb5fdb556c51ad8b3043d220f0a1276">aialgo_print_model_structure</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model);</div>
<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160; </div>
<div class="line"><a name="l00179"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#af3beb79c952cd2f86574f3608b09ebbf">  179</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#af3beb79c952cd2f86574f3608b09ebbf">aialgo_set_layer_settings_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint32_t bitmask, uint8_t shift, uint32_t value);</div>
<div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160; </div>
<div class="line"><a name="l00196"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a2d3943ef443b70a282c8af18b1155a2c">  196</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a2d3943ef443b70a282c8af18b1155a2c">aialgo_set_training_mode_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint8_t value);</div>
<div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160; </div>
<div class="line"><a name="l00215"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a364f7453327a3f2b734cae035fb31aa7">  215</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a364f7453327a3f2b734cae035fb31aa7">aialgo_set_batch_mode_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint8_t value);</div>
<div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160; </div>
<div class="line"><a name="l00231"></a><span class="lineno"><a class="line" href="aialgo__sequential__inference_8h.html#a46374a6a778c3fdeb43e7f32c7f5a2a5">  231</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="aialgo__sequential__inference_8h.html#a46374a6a778c3fdeb43e7f32c7f5a2a5">aialgo_set_trainable_model</a>(<a class="code" href="structaimodel.html">aimodel_t</a> *model, uint8_t value);</div>
<div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160; </div>
<div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;<span class="preprocessor">#endif </span><span class="comment">// AIALGO_SEQUENTIAL_INFERENCE</span></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a07f280b3565ec1b02f00d907a2834940"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a07f280b3565ec1b02f00d907a2834940">aialgo_quantize_model_f32_to_q7</a></div><div class="ttdeci">void aialgo_quantize_model_f32_to_q7(aimodel_t *model_f32, aimodel_t *model_q7, aitensor_t *representative_dataset)</div><div class="ttdoc">Quantize model parameters (weights and bias)</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a0b1aae54861650b0d6e80fc638a0b0ea"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a0b1aae54861650b0d6e80fc638a0b0ea">aialgo_set_model_result_precision_q31</a></div><div class="ttdeci">void aialgo_set_model_result_precision_q31(aimodel_t *model, uint16_t shift)</div><div class="ttdoc">Initialize the quantization parameters of the layer results for Q31  data type.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a26db68cb4231b534b03c649d6eeab3f8"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a26db68cb4231b534b03c649d6eeab3f8">aialgo_distribute_parameter_memory</a></div><div class="ttdeci">void aialgo_distribute_parameter_memory(aimodel_t *model, void *memory_ptr, uint32_t memory_size)</div><div class="ttdoc">Assign the memory for the trainable parameters (like weights, bias, ...) of the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a295cb2bb6c3fefc478042f66e067e090"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a295cb2bb6c3fefc478042f66e067e090">aialgo_inference_model</a></div><div class="ttdeci">uint8_t aialgo_inference_model(aimodel_t *model, aitensor_t *input_data, aitensor_t *output_data)</div><div class="ttdoc">Perform an inference on the model / Run the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a2d3943ef443b70a282c8af18b1155a2c"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a2d3943ef443b70a282c8af18b1155a2c">aialgo_set_training_mode_model</a></div><div class="ttdeci">void aialgo_set_training_mode_model(aimodel_t *model, uint8_t value)</div><div class="ttdoc">Enables / disables the training mode of the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a364f7453327a3f2b734cae035fb31aa7"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a364f7453327a3f2b734cae035fb31aa7">aialgo_set_batch_mode_model</a></div><div class="ttdeci">void aialgo_set_batch_mode_model(aimodel_t *model, uint8_t value)</div><div class="ttdoc">Enables / disables the batch mode of the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a3bb5fdb556c51ad8b3043d220f0a1276"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a3bb5fdb556c51ad8b3043d220f0a1276">aialgo_print_model_structure</a></div><div class="ttdeci">void aialgo_print_model_structure(aimodel_t *model)</div><div class="ttdoc">Print the layer structure of the model with the configured parameters.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a3fb665166082f1e7a89e23218a105ce8"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a3fb665166082f1e7a89e23218a105ce8">aialgo_compile_model</a></div><div class="ttdeci">uint8_t aialgo_compile_model(aimodel_t *model)</div><div class="ttdoc">Initialize the model structure.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a436e4f31e3a5498d033917db8277ff55"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a436e4f31e3a5498d033917db8277ff55">aialgo_set_model_gradient_precision_q31</a></div><div class="ttdeci">void aialgo_set_model_gradient_precision_q31(aimodel_t *model, uint16_t shift)</div><div class="ttdoc">Initialize the quantization parameters of the gradients for Q31  data type.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a46374a6a778c3fdeb43e7f32c7f5a2a5"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a46374a6a778c3fdeb43e7f32c7f5a2a5">aialgo_set_trainable_model</a></div><div class="ttdeci">void aialgo_set_trainable_model(aimodel_t *model, uint8_t value)</div><div class="ttdoc">Freeze / Unfreeze trainable parameters of the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a4655caab3051cc837312c286fbe4789a"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a4655caab3051cc837312c286fbe4789a">aialgo_forward_model</a></div><div class="ttdeci">aitensor_t * aialgo_forward_model(aimodel_t *model, aitensor_t *input_data)</div><div class="ttdoc">Perform a forward pass on the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a4d70260b376741a0cef4c42d41e705f8"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a4d70260b376741a0cef4c42d41e705f8">aialgo_set_model_delta_precision_q31</a></div><div class="ttdeci">void aialgo_set_model_delta_precision_q31(aimodel_t *model, uint16_t shift)</div><div class="ttdoc">Initialize the quantization parameters of the layer deltas for Q31  data type.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a7cbfac6a46c02107d19af7c8f6e5469a"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a7cbfac6a46c02107d19af7c8f6e5469a">aialgo_schedule_inference_memory</a></div><div class="ttdeci">uint8_t aialgo_schedule_inference_memory(aimodel_t *model, void *memory_ptr, uint32_t memory_size)</div><div class="ttdoc">Assign the memory for intermediate results of an inference to the model.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_a877ce6eee19a9f9bcbdb115d83537e68"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#a877ce6eee19a9f9bcbdb115d83537e68">aialgo_sizeof_inference_memory</a></div><div class="ttdeci">uint32_t aialgo_sizeof_inference_memory(aimodel_t *model)</div><div class="ttdoc">Calculate the memory requirements for intermediate results of an inference.</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_acdf3763b8fe9047446ddbcfdbdae5570"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#acdf3763b8fe9047446ddbcfdbdae5570">aialgo_sizeof_parameter_memory</a></div><div class="ttdeci">uint32_t aialgo_sizeof_parameter_memory(aimodel_t *model)</div><div class="ttdoc">Calculate the memory requirements for the trainable parameters (like weights, bias,...</div></div>
<div class="ttc" id="aaialgo__sequential__inference_8h_html_af3beb79c952cd2f86574f3608b09ebbf"><div class="ttname"><a href="aialgo__sequential__inference_8h.html#af3beb79c952cd2f86574f3608b09ebbf">aialgo_set_layer_settings_model</a></div><div class="ttdeci">void aialgo_set_layer_settings_model(aimodel_t *model, uint32_t bitmask, uint8_t shift, uint32_t value)</div><div class="ttdoc">Apply the specified setting to all layers in the model.</div></div>
<div class="ttc" id="aaifes__core_8h_html"><div class="ttname"><a href="aifes__core_8h.html">aifes_core.h</a></div><div class="ttdoc">AIfES 2 core interface.</div></div>
<div class="ttc" id="aaifes__math_8h_html"><div class="ttname"><a href="aifes__math_8h.html">aifes_math.h</a></div><div class="ttdoc">AIfES 2 math interface.</div></div>
<div class="ttc" id="aailayer__dense__default_8h_html"><div class="ttname"><a href="ailayer__dense__default_8h.html">ailayer_dense_default.h</a></div><div class="ttdoc">Default implementation of the Dense layer .</div></div>
<div class="ttc" id="aaimath__basic_8h_html"><div class="ttname"><a href="aimath__basic_8h.html">aimath_basic.h</a></div><div class="ttdoc">Basic data-type independent math operations.</div></div>
<div class="ttc" id="astructaimodel_html"><div class="ttname"><a href="structaimodel.html">aimodel</a></div><div class="ttdoc">AIfES artificial neural network model.</div><div class="ttdef"><b>Definition:</b> aifes_core.h:181</div></div>
<div class="ttc" id="astructaitensor_html"><div class="ttname"><a href="structaitensor.html">aitensor</a></div><div class="ttdoc">A tensor in AIfES.</div><div class="ttdef"><b>Definition:</b> aifes_math.h:89</div></div>
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